{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Corrective RAG (CRAG)\n",
    "\n",
    "Self-reflection can enhance RAG, enabling correction of poor quality retrieval\n",
    "or generations.\n",
    "\n",
    "Several recent papers focus on this theme, but implementing the ideas can be\n",
    "tricky.\n",
    "\n",
    "Here we show how to implement ideas from the `Corrective RAG (CRAG)` paper\n",
    "[here](https://arxiv.org/pdf/2401.15884.pdf) using LangGraph.\n",
    "\n",
    "## Dependencies\n",
    "\n",
    "Set `OPENAI_API_KEY`\n",
    "\n",
    "Set `TAVILY_API_KEY` to enable web search [here](https://app.tavily.com/sign-in)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup\n",
    "\n",
    "### Load env vars\n",
    "\n",
    "Add a `.env` variable in the root of the repo with your variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import \"dotenv/config\";"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Install dependencies\n",
    "\n",
    "```bash\n",
    "npm install cheerio zod langchain @langchain/community @langchain/openai @langchain/core @langchain/textsplitters @langchain/langgraph @langchain/tavily\n",
    "```"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CRAG Detail\n",
    "\n",
    "Corrective-RAG (CRAG) is a recent paper that introduces an interesting approach\n",
    "for self-reflective RAG.\n",
    "\n",
    "The framework grades retrieved documents relative to the question:\n",
    "\n",
    "1. Correct documents -\n",
    "\n",
    "- If at least one document exceeds the threshold for relevance, then it proceeds\n",
    "  to generation\n",
    "- Before generation, it performns knowledge refinement\n",
    "- This paritions the document into \"knowledge strips\"\n",
    "- It grades each strip, and filters our irrelevant ones\n",
    "\n",
    "2. Ambiguous or incorrect documents -\n",
    "\n",
    "- If all documents fall below the relevance threshold or if the grader is\n",
    "  unsure, then the framework seeks an additional datasource\n",
    "- It will use web search to supplement retrieval\n",
    "- The diagrams in the paper also suggest that query re-writing is used here\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "---\n",
    "\n",
    "Let's implement some of these ideas from scratch using\n",
    "[LangGraph](https://js.langchain.com/docs/langgraph)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Retriever\n",
    "\n",
    "Let's index 3 blog posts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import { CheerioWebBaseLoader } from \"@langchain/community/document_loaders/web/cheerio\";\n",
    "import { RecursiveCharacterTextSplitter } from \"@langchain/textsplitters\";\n",
    "import { MemoryVectorStore } from \"langchain/vectorstores/memory\";\n",
    "import { OpenAIEmbeddings } from \"@langchain/openai\";\n",
    "\n",
    "const urls = [\n",
    "  \"https://lilianweng.github.io/posts/2023-06-23-agent/\",\n",
    "  \"https://lilianweng.github.io/posts/2023-03-15-prompt-engineering/\",\n",
    "  \"https://lilianweng.github.io/posts/2023-10-25-adv-attack-llm/\",\n",
    "];\n",
    "\n",
    "const docs = await Promise.all(\n",
    "  urls.map((url) => new CheerioWebBaseLoader(url).load()),\n",
    ");\n",
    "const docsList = docs.flat();\n",
    "\n",
    "const textSplitter = new RecursiveCharacterTextSplitter({\n",
    "  chunkSize: 250,\n",
    "  chunkOverlap: 0,\n",
    "});\n",
    "const docSplits = await textSplitter.splitDocuments(docsList);\n",
    "\n",
    "// Add to vectorDB\n",
    "const vectorStore = await MemoryVectorStore.fromDocuments(\n",
    "  docSplits,\n",
    "  new OpenAIEmbeddings(),\n",
    ");\n",
    "const retriever = vectorStore.asRetriever();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## State\n",
    "\n",
    "We will define a graph.\n",
    "\n",
    "Our state will be an `object`.\n",
    "\n",
    "We can access this from any graph node as `state.key`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import { Annotation } from \"@langchain/langgraph\";\n",
    "import { DocumentInterface } from \"@langchain/core/documents\";\n",
    "\n",
    "// Represents the state of our graph.\n",
    "const GraphState = Annotation.Root({\n",
    "  documents: Annotation<DocumentInterface[]>({\n",
    "    reducer: (x, y) => y ?? x ?? [],\n",
    "  }),\n",
    "  question: Annotation<string>({\n",
    "    reducer: (x, y) => y ?? x ?? \"\",\n",
    "  }),\n",
    "  generation: Annotation<string>({\n",
    "    reducer: (x, y) => y ?? x,\n",
    "  }),\n",
    "});"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Nodes and Edges\n",
    "\n",
    "Each `node` will simply modify the `state`.\n",
    "\n",
    "Each `edge` will choose which `node` to call next.\n",
    "\n",
    "We can make some simplifications from the paper:\n",
    "\n",
    "- Let's skip the knowledge refinement phase as a first pass. This can be added\n",
    "  back as a node, if desired.\n",
    "- If _any_ document is irrelevant, let's opt to supplement retrieval with web\n",
    "  search.\n",
    "- We'll use\n",
    "  [Tavily Search](https://js.langchain.com/docs/integrations/tools/tavily_search)\n",
    "  for web search.\n",
    "- Let's use query re-writing to optimize the query for web search.\n",
    "\n",
    "Here is our graph flow:\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import { TavilySearch } from \"@langchain/tavily\";\n",
    "import { Document } from \"@langchain/core/documents\";\n",
    "import { z } from \"zod\";\n",
    "import { ChatPromptTemplate } from \"@langchain/core/prompts\";\n",
    "import { pull } from \"langchain/hub\";\n",
    "import { ChatOpenAI } from \"@langchain/openai\";\n",
    "import { StringOutputParser } from \"@langchain/core/output_parsers\";\n",
    "import { formatDocumentsAsString } from \"langchain/util/document\";\n",
    "\n",
    "// Define the LLM once. We'll reuse it throughout the graph.\n",
    "const model = new ChatOpenAI({\n",
    "  model: \"gpt-4o\",\n",
    "  temperature: 0,\n",
    "});\n",
    "\n",
    "/**\n",
    " * Retrieve documents\n",
    " *\n",
    " * @param {typeof GraphState.State} state The current state of the graph.\n",
    " * @param {RunnableConfig | undefined} config The configuration object for tracing.\n",
    " * @returns {Promise<Partial<typeof GraphState.State>>} The new state object.\n",
    " */\n",
    "async function retrieve(\n",
    "  state: typeof GraphState.State\n",
    "): Promise<Partial<typeof GraphState.State>> {\n",
    "  console.log(\"---RETRIEVE---\");\n",
    "\n",
    "  const documents = await retriever\n",
    "    .withConfig({ runName: \"FetchRelevantDocuments\" })\n",
    "    .invoke(state.question);\n",
    "\n",
    "  return {\n",
    "    documents,\n",
    "  };\n",
    "}\n",
    "\n",
    "/**\n",
    " * Generate answer\n",
    " *\n",
    " * @param {typeof GraphState.State} state The current state of the graph.\n",
    " * @param {RunnableConfig | undefined} config The configuration object for tracing.\n",
    " * @returns {Promise<Partial<typeof GraphState.State>>} The new state object.\n",
    " */\n",
    "async function generate(\n",
    "  state: typeof GraphState.State\n",
    "): Promise<Partial<typeof GraphState.State>> {\n",
    "  console.log(\"---GENERATE---\");\n",
    "\n",
    "  const prompt = await pull<ChatPromptTemplate>(\"rlm/rag-prompt\");\n",
    "  // Construct the RAG chain by piping the prompt, model, and output parser\n",
    "  const ragChain = prompt.pipe(model).pipe(new StringOutputParser());\n",
    "\n",
    "  const generation = await ragChain.invoke({\n",
    "    context: formatDocumentsAsString(state.documents),\n",
    "    question: state.question,\n",
    "  });\n",
    "\n",
    "  return {\n",
    "    generation,\n",
    "  };\n",
    "}\n",
    "\n",
    "/**\n",
    " * Determines whether the retrieved documents are relevant to the question.\n",
    " *\n",
    " * @param {typeof GraphState.State} state The current state of the graph.\n",
    " * @param {RunnableConfig | undefined} config The configuration object for tracing.\n",
    " * @returns {Promise<Partial<typeof GraphState.State>>} The new state object.\n",
    " */\n",
    "async function gradeDocuments(\n",
    "  state: typeof GraphState.State\n",
    "): Promise<Partial<typeof GraphState.State>> {\n",
    "  console.log(\"---CHECK RELEVANCE---\");\n",
    "\n",
    "  // pass the name & schema to `withStructuredOutput` which will force the model to call this tool.\n",
    "  const llmWithTool = model.withStructuredOutput(\n",
    "    z\n",
    "      .object({\n",
    "        binaryScore: z\n",
    "          .enum([\"yes\", \"no\"])\n",
    "          .describe(\"Relevance score 'yes' or 'no'\"),\n",
    "      })\n",
    "      .describe(\n",
    "        \"Grade the relevance of the retrieved documents to the question. Either 'yes' or 'no'.\"\n",
    "      ),\n",
    "    {\n",
    "      name: \"grade\",\n",
    "    }\n",
    "  );\n",
    "\n",
    "  const prompt = ChatPromptTemplate.fromTemplate(\n",
    "    `You are a grader assessing relevance of a retrieved document to a user question.\n",
    "  Here is the retrieved document:\n",
    "  \n",
    "  {context}\n",
    "  \n",
    "  Here is the user question: {question}\n",
    "\n",
    "  If the document contains keyword(s) or semantic meaning related to the user question, grade it as relevant.\n",
    "  Give a binary score 'yes' or 'no' score to indicate whether the document is relevant to the question.`\n",
    "  );\n",
    "\n",
    "  // Chain\n",
    "  const chain = prompt.pipe(llmWithTool);\n",
    "\n",
    "  const filteredDocs: Array<DocumentInterface> = [];\n",
    "  for await (const doc of state.documents) {\n",
    "    const grade = await chain.invoke({\n",
    "      context: doc.pageContent,\n",
    "      question: state.question,\n",
    "    });\n",
    "    if (grade.binaryScore === \"yes\") {\n",
    "      console.log(\"---GRADE: DOCUMENT RELEVANT---\");\n",
    "      filteredDocs.push(doc);\n",
    "    } else {\n",
    "      console.log(\"---GRADE: DOCUMENT NOT RELEVANT---\");\n",
    "    }\n",
    "  }\n",
    "\n",
    "  return {\n",
    "    documents: filteredDocs,\n",
    "  };\n",
    "}\n",
    "\n",
    "/**\n",
    " * Transform the query to produce a better question.\n",
    " *\n",
    " * @param {typeof GraphState.State} state The current state of the graph.\n",
    " * @param {RunnableConfig | undefined} config The configuration object for tracing.\n",
    " * @returns {Promise<Partial<typeof GraphState.State>>} The new state object.\n",
    " */\n",
    "async function transformQuery(\n",
    "  state: typeof GraphState.State\n",
    "): Promise<Partial<typeof GraphState.State>> {\n",
    "  console.log(\"---TRANSFORM QUERY---\");\n",
    "\n",
    "  // Pull in the prompt\n",
    "  const prompt = ChatPromptTemplate.fromTemplate(\n",
    "    `You are generating a question that is well optimized for semantic search retrieval.\n",
    "  Look at the input and try to reason about the underlying sematic intent / meaning.\n",
    "  Here is the initial question:\n",
    "  \\n ------- \\n\n",
    "  {question} \n",
    "  \\n ------- \\n\n",
    "  Formulate an improved question: `\n",
    "  );\n",
    "\n",
    "  // Prompt\n",
    "  const chain = prompt.pipe(model).pipe(new StringOutputParser());\n",
    "  const betterQuestion = await chain.invoke({ question: state.question });\n",
    "\n",
    "  return {\n",
    "    question: betterQuestion,\n",
    "  };\n",
    "}\n",
    "\n",
    "/**\n",
    " * Web search based on the re-phrased question using Tavily API.\n",
    " *\n",
    " * @param {typeof GraphState.State} state The current state of the graph.\n",
    " * @param {RunnableConfig | undefined} config The configuration object for tracing.\n",
    " * @returns {Promise<Partial<typeof GraphState.State>>} The new state object.\n",
    " */\n",
    "async function webSearch(\n",
    "  state: typeof GraphState.State\n",
    "): Promise<Partial<typeof GraphState.State>> {\n",
    "  console.log(\"---WEB SEARCH---\");\n",
    "\n",
    "  const tool = new TavilySearch();\n",
    "  const docs = await tool.invoke({ query: state.question });\n",
    "  const webResults = new Document({ pageContent: docs });\n",
    "  const newDocuments = state.documents.concat(webResults);\n",
    "\n",
    "  return {\n",
    "    documents: newDocuments,\n",
    "  };\n",
    "}\n",
    "\n",
    "/**\n",
    " * Determines whether to generate an answer, or re-generate a question.\n",
    " *\n",
    " * @param {typeof GraphState.State} state The current state of the graph.\n",
    " * @returns {\"transformQuery\" | \"generate\"} Next node to call\n",
    " */\n",
    "function decideToGenerate(state: typeof GraphState.State) {\n",
    "  console.log(\"---DECIDE TO GENERATE---\");\n",
    "\n",
    "  const filteredDocs = state.documents;\n",
    "  if (filteredDocs.length === 0) {\n",
    "    // All documents have been filtered checkRelevance\n",
    "    // We will re-generate a new query\n",
    "    console.log(\"---DECISION: TRANSFORM QUERY---\");\n",
    "    return \"transformQuery\";\n",
    "  }\n",
    "\n",
    "  // We have relevant documents, so generate answer\n",
    "  console.log(\"---DECISION: GENERATE---\");\n",
    "  return \"generate\";\n",
    "}\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Build Graph\n",
    "\n",
    "The just follows the flow we outlined in the figure above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import { END, START, StateGraph } from \"@langchain/langgraph\";\n",
    "\n",
    "const workflow = new StateGraph(GraphState)\n",
    "  // Define the nodes\n",
    "  .addNode(\"retrieve\", retrieve)\n",
    "  .addNode(\"gradeDocuments\", gradeDocuments)\n",
    "  .addNode(\"generate\", generate)\n",
    "  .addNode(\"transformQuery\", transformQuery)\n",
    "  .addNode(\"webSearch\", webSearch);\n",
    "\n",
    "// Build graph\n",
    "workflow.addEdge(START, \"retrieve\");\n",
    "workflow.addEdge(\"retrieve\", \"gradeDocuments\");\n",
    "workflow.addConditionalEdges(\n",
    "  \"gradeDocuments\",\n",
    "  decideToGenerate,\n",
    ");\n",
    "workflow.addEdge(\"transformQuery\", \"webSearch\");\n",
    "workflow.addEdge(\"webSearch\", \"generate\");\n",
    "workflow.addEdge(\"generate\", END);\n",
    "\n",
    "// Compile\n",
    "const app = workflow.compile();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---RETRIEVE---\n",
      "Node: 'retrieve'\n",
      "\n",
      "---\n",
      "\n",
      "---CHECK RELEVANCE---\n",
      "---GRADE: DOCUMENT RELEVANT---\n",
      "---GRADE: DOCUMENT NOT RELEVANT---\n",
      "---GRADE: DOCUMENT NOT RELEVANT---\n",
      "---GRADE: DOCUMENT RELEVANT---\n",
      "---DECIDE TO GENERATE---\n",
      "---DECISION: GENERATE---\n",
      "Node: 'gradeDocuments'\n",
      "\n",
      "---\n",
      "\n",
      "---GENERATE---\n",
      "Node: 'generate'\n",
      "\n",
      "---\n",
      "\n",
      "{\n",
      "  \"generation\": \"Different types of agent memory include long-term memory, which allows the agent to retain and recall information over extended periods, often using an external vector store for fast retrieval. This enables the agent to remember and utilize vast amounts of information efficiently.\"\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "const inputs = {\n",
    "  question: \"Explain how the different types of agent memory work.\",\n",
    "};\n",
    "const config = { recursionLimit: 50 };\n",
    "let finalGeneration;\n",
    "for await (const output of await app.stream(inputs, config)) {\n",
    "  for (const [key, value] of Object.entries(output)) {\n",
    "    console.log(`Node: '${key}'`);\n",
    "    // Optional: log full state at each node\n",
    "    // console.log(JSON.stringify(value, null, 2));\n",
    "    finalGeneration = value;\n",
    "  }\n",
    "  console.log(\"\\n---\\n\");\n",
    "}\n",
    "\n",
    "// Log the final generation.\n",
    "console.log(JSON.stringify(finalGeneration, null, 2));\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> #### See the LangSmith trace [here](https://smith.langchain.com/public/d2160835-8610-467f-a91a-ff19a34d1f5b/r)."
   ]
  }
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